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kernel_layout.find("O")
format(kernel_layout)
re.match(r"OIHW\d*i\d*o", kernel_layout)
re.match(r"OIHW\d*o", kernel_layout)
ValueError("Unknown conv2d kernel layout {}".format(kernel_layout)
is_depthwise_conv2d(data_shape, data_layout, kernel_shape, kernel_layout, groups)
get_conv2d_in_channels(data_shape, data_layout)
get_conv2d_out_channels(kernel_shape, kernel_layout)
schedule_injective(attrs, outs, target)
topi.generic.schedule_injective(outs)
schedule_reduce(attrs, outs, target)
topi.generic.schedule_reduce(outs)
schedule_concatenate(attrs, outs, target)
topi.generic.schedule_injective(outs)
schedule_pool(attrs, outs, target)
topi.generic.schedule_pool(outs, attrs.layout)
schedule_pool_grad(attrs, outs, target)
topi.generic.schedule_pool_grad(outs)
schedule_adaptive_pool(attrs, outs, target)
topi.generic.schedule_adaptive_pool(outs)
wrap_compute_softmax(topi_compute)
_compute_softmax(attrs, inputs, out_type)
attrs.get_int("axis")
topi_compute(inputs[0], axis)
override_native_generic_func("softmax_strategy")
softmax_strategy(attrs, inputs, out_type, target)
_op.OpStrategy()
wrap_compute_softmax(topi.nn.softmax)
wrap_topi_schedule(topi.generic.schedule_softmax)
schedule_log_softmax(attrs, outs, target)
topi.generic.schedule_softmax(outs)
schedule_lrn(attrs, outs, target)
topi.generic.schedule_lrn(outs)
schedule_bitpack(attrs, outs, target)
topi.generic.schedule_bitpack(outs)
_compute_conv2d(attrs, inputs, out_type)
get_const_tuple(attrs.padding)
get_const_tuple(attrs.strides)
get_const_tuple(attrs.dilation)
attrs.get_str("data_layout")
attrs.get_str("out_layout")
get_auto_scheduler_rewritten_layout(attrs)
in ("same", "")
args.append(attrs.groups)
args.append(data_layout)
args.append(out_layout)
args.append(out_dtype)
args.append(auto_scheduler_rewritten_layout)
topi_compute(*args)
override_native_generic_func("conv2d_strategy")
conv2d_strategy(attrs, inputs, out_type, target)
logger.warning("conv2d is not optimized for this platform.")
_op.OpStrategy()
get_const_tuple(attrs.dilation)
attrs.kernel_layout (dilation_h, dilation_w)
ValueError("dilation should be positive value")
wrap_compute_conv2d(topi.nn.conv2d_nchw)
wrap_topi_schedule(topi.generic.schedule_conv2d_nchw)
wrap_compute_conv2d(topi.nn.conv2d_nhwc)
wrap_topi_schedule(topi.generic.schedule_conv2d_nhwc)
wrap_compute_conv2d(topi.nn.conv2d_hwcn)
wrap_topi_schedule(topi.generic.schedule_conv2d_hwcn)
RuntimeError("Unsupported conv2d layout {}".format(layout)
is_depthwise_conv2d(data.shape, layout, kernel.shape, kernel_layout, groups)
wrap_compute_conv2d(topi.nn.depthwise_conv2d_nchw)
wrap_topi_schedule(topi.generic.schedule_depthwise_conv2d_nchw)
wrap_compute_conv2d(topi.nn.depthwise_conv2d_nhwc)
wrap_topi_schedule(topi.generic.schedule_depthwise_conv2d_nhwc)
RuntimeError("Unsupported depthwise_conv2d layout {}".format(layout)
wrap_compute_conv2d(topi.nn.group_conv2d_nchw, has_groups=True)
wrap_topi_schedule(topi.generic.schedule_group_conv2d_nchw)
wrap_compute_conv2d(topi.nn.group_conv2d_nhwc, has_groups=True)
wrap_topi_schedule(topi.generic.schedule_group_conv2d_nhwc)
RuntimeError("Unsupported group_conv2d layout {}".format(layout)
override_native_generic_func("conv2d_NCHWc_strategy")
conv2d_NCHWc_strategy(attrs, inputs, out_type, target)
logger.warning("conv2d_NCHWc is not optimized for this platform.")
_op.OpStrategy()
wrap_compute_conv2d(topi.nn.conv2d_NCHWc_int8, True, True)
wrap_topi_schedule(topi.generic.schedule_conv2d_NCHWc_int8)
wrap_compute_conv2d(topi.nn.conv2d_NCHWc, True, True)
wrap_topi_schedule(topi.generic.schedule_conv2d_NCHWc)
override_native_generic_func("depthwise_conv2d_NCHWc_strategy")
depthwise_conv2d_NCHWc_strategy(attrs, inputs, out_type, target)
logger.warning("depthwise_conv2d_NCHWc is not optimized for this platform.")
_op.OpStrategy()
wrap_compute_conv2d(topi.nn.depthwise_conv2d_NCHWc, True, True)
wrap_topi_schedule(topi.generic.schedule_depthwise_conv2d_NCHWc)
override_native_generic_func("conv2d_winograd_without_weight_transform_strategy")
conv2d_winograd_without_weight_transfrom_strategy(attrs, inputs, out_type, target)
ValueError("No generic implemenation for conv2d_winograd_without_weight_transform")
override_native_generic_func("conv2d_gemm_without_weight_transform_strategy")
conv2d_gemm_without_weight_transform_strategy(attrs, inputs, out_type, target)
ValueError("No generic implemenation for conv2d_gemm_without_weight_transform")
schedule_conv2d_winograd_weight_transform(attrs, outs, target)
topi.generic.schedule_conv2d_winograd_weight_transform(outs)
schedule_conv2d_winograd_nnpack_weight_transform(attrs, outs, target)
topi.generic.schedule_conv2d_winograd_nnpack_weight_transform(outs)
schedule_conv2d_gemm_weight_transform(attrs, outs, target)
topi.generic.schedule_conv2d_gemm_weight_transform(outs)